ECLipsE-Gen-Local: Efficient Compositional Local Lipschitz Estimates for Deep Neural Networks.

Yuezhu Xu

Yuezhu Xu S. Sivaranjani ECLipsE-Gen-Local: Efficient Compositional Local Lipschitz Estimates for Deep Neural Networks. 2026 2026 Trans. Mach. Learn. Res. https://openreview.net/forum?id=CuqnFjeu5a db/journals/tmlr/tmlr2026.html#XuS26 streams/journals/tmlr

Simon Kuang Yuezhu Xu S. Sivaranjani Xinfan Lin Lipschitz verification of neural networks through training. 2026 March abs/2603.28113 CoRR https://doi.org/10.48550/arXiv.2603.28113 db/journals/corr/corr2603.html#abs-2603-28113 streams/journals/corr

Yuezhu Xu S. Sivaranjani Vijay Gupta 0001 Learning Neural Koopman Operators with Dissipativity Guarantees. 2064-2070 2025 CDC https://doi.org/10.1109/CDC57313.2025.11312430 conf/cdc/2025 db/conf/cdc/cdc2025.html#XuSG25 streams/conf/cdc

Yuezhu Xu S. Sivaranjani Vijay Gupta 0001 Learning Neural Koopman Operators with Dissipativity Guarantees. 2025 September abs/2509.07294 CoRR https://doi.org/10.48550/arXiv.2509.07294 db/journals/corr/corr2509.html#abs-2509-07294 streams/journals/corr

Yuezhu Xu S. Sivaranjani ECLipsE-Gen-Local: Efficient Compositional Local Lipschitz Estimates for Deep Neural Networks. 2025 October abs/2510.05261 CoRR https://doi.org/10.48550/arXiv.2510.05261 db/journals/corr/corr2510.html#abs-2510-05261 streams/journals/corr

Yuezhu Xu Mohamed Serry Jun Liu 0015 S. Sivaranjani Learning Neural Network Safe Tracking Controllers from Backward Reachable Sets. 2025 November abs/2511.21953 CoRR https://doi.org/10.48550/arXiv.2511.21953 db/journals/corr/corr2511.html#abs-2511-21953 streams/journals/corr

S. Sivaranjani Yuanyuan Shi Nikolay Atanasov 0001 Thai Duong 0001 Jie Feng 0006 Tim Martin Yuezhu Xu Vijay Gupta 0001 Frank Allgöwer Control-Oriented System Identification: Classical, Learning, and Physics-Informed Approaches. 2025 December abs/2512.06315 CoRR https://doi.org/10.48550/arXiv.2512.06315 db/journals/corr/corr2512.html#abs-2512-06315 streams/journals/corr

Yuezhu Xu S. Sivaranjani ECLipsE: Efficient Compositional Lipschitz Constant Estimation for Deep Neural Networks. 2024 NeurIPS http://papers.nips.cc/paper_files/paper/2024/hash/1419d8554191a65ea4f2d8e1057973e4-Abstract-Conference.html conf/nips/2024 db/conf/nips/neurips2024.html#XuS24

Yuezhu Xu S. Sivaranjani Compositional Estimation of Lipschitz Constants for Deep Neural Networks. 2024 abs/2404.04375 CoRR https://doi.org/10.48550/arXiv.2404.04375 db/journals/corr/corr2404.html#abs-2404-04375

Yuezhu Xu S. Sivaranjani Learning Dissipative Neural Dynamical Systems. 3531-3536 2023 7 IEEE Control. Syst. Lett. https://doi.org/10.1109/LCSYS.2023.3337851 db/journals/csysl/csysl7.html#XuS23

Zhengdao Zhao Yuhua Wang Guang Shen Yuezhu Xu Jiayuan Zhang TDFNet: Transformer-Based Deep-Scale Fusion Network for Multimodal Emotion Recognition. 3771-3782 2023 31 IEEE ACM Trans. Audio Speech Lang. Process. https://doi.org/10.1109/TASLP.2023.3316458 db/journals/taslp/taslp31.html#ZhaoWSXZ23

Yuezhu Xu S. Sivaranjani Learning Dissipative Neural Dynamical Systems. 2023 abs/2309.16032 CoRR https://doi.org/10.48550/arXiv.2309.16032 db/journals/corr/corr2309.html#abs-2309-16032

Jiaxiang Meng Xingmei Wang 0002 Jinli Wang Xuyang Teng Yuezhu Xu A capsule network with pixel-based attention and BGRU for sound event detection. 103434 2022 123 Digit. Signal Process. https://doi.org/10.1016/j.dsp.2022.103434 db/journals/dsp/dsp123.html#MengWWTX22

Yuhua Wang Yaxin Hu Yuezhu Xu Peiyuan Jiao Xiangrong Zhang Huanyu Cui Context Residual Attention Network for Remote Sensing Scene Classification. 1-5 2022 19 IEEE Geosci. Remote. Sens. Lett. https://doi.org/10.1109/LGRS.2021.3117265 db/journals/lgrs/lgrs19.html#WangHXJZC22

Huanyu Cui Nianbin Wang Yuhua Wang Qilong Han Yuezhu Xu An effective SPMV based on block strategy and hybrid compression on GPU. 6318-6339 2022 78 J. Supercomput. 5 https://doi.org/10.1007/s11227-021-04123-6 db/journals/tjs/tjs78.html#CuiWWHX22

Zebao Zhang Congmei Hu Haiwei Pan Yong Wang 0020 Yuezhu Xu Aspect-Dependent Heterogeneous Graph Convolutional Network for Aspect-Level Sentiment Analysis. 1-8 2022 IJCNN https://doi.org/10.1109/IJCNN55064.2022.9892138 conf/ijcnn/2022 db/conf/ijcnn/ijcnn2022.html#ZhangHPWX22 Yuhua Wang Guang Shen Yuezhu Xu Jiahang Li Zhengdao Zhao Learning Mutual Correlation in Multimodal Transformer for Speech Emotion Recognition. 4518-4522 2021 Interspeech https://doi.org/10.21437/Interspeech.2021-2004 conf/interspeech/2021 db/conf/interspeech/interspeech2021.html#WangSXLZ21 Xiaohua Sun Daxin Liu 0001 Yuezhu Xu The Framework of Multi-agent Text Chance Discovery System Based on Immune. 143-146 2009 WGEC https://doi.org/10.1109/WGEC.2009.149 https://doi.ieeecomputersociety.org/10.1109/WGEC.2009.149 conf/wgec/2009 db/conf/wgec/wgec2009.html#SunLX09 Jin Zhang Daxin Liu 0001 Yuezhu Xu An Efficient Power and Coverage Algorithm in WSNs. 102-105 2008 IMSCCS https://doi.org/10.1109/IMSCCS.2008.14 https://doi.ieeecomputersociety.org/10.1109/IMSCCS.2008.14 conf/imsccs/2008 db/conf/imsccs/imsccs2008.html#ZhangLX08 Yuezhu Xu Daxin Liu 0001 Feng Huang Design and Implementation of a Workflow-Based Message-Oriented Middleware. 842-845 2006 conf/apweb/2006w APWeb Workshops https://doi.org/10.1007/11610496_115 db/conf/apweb/apweb2006w.html#XuLH06 Frank Allgöwer Nikolay Atanasov 0001 Huanyu Cui Thai Duong 0001 Jie Feng 0006 Vijay Gupta 0001 Qilong Han Congmei Hu Yaxin Hu Feng Huang Peiyuan Jiao Simon Kuang Jiahang Li Xinfan Lin Daxin Liu 0001 Jun Liu 0015 Tim Martin Jiaxiang Meng Haiwei Pan Mohamed Serry Guang Shen Yuanyuan Shi S. Sivaranjani Xiaohua Sun Xuyang Teng Jinli Wang Nianbin Wang Xingmei Wang 0002 Yong Wang 0020 Yuhua Wang Jiayuan Zhang Jin Zhang Xiangrong Zhang Zebao Zhang Zhengdao Zhao